{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# keras SVM for cifa10 test\n",
    "a SVM network networkk for CIFA10 classfier test, correspoding to CS231n assignment1 SVM."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import keras\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Dense, Activation\n",
    "from data_utils import *\n",
    "\n",
    "%matplotlib inline\n",
    "plt.rcParams['figure.figsize'] = (10.0, 8.0) # set default size of plots\n",
    "plt.rcParams['image.interpolation'] = 'nearest'\n",
    "plt.rcParams['image.cmap'] = 'gray'\n",
    "\n",
    "import tensorflow as tf \n",
    "from keras import backend as k\n",
    "import os\n",
    "config = tf.ConfigProto()\n",
    "config.gpu_options.per_process_gpu_memory_fraction = 0.3\n",
    "k.tensorflow_backend.set_session(tf.Session(config=config))\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CIFAR10 Training data shape: (50000, 32, 32, 3)\n",
      "CIFAR10 Training label shape (50000, 1)\n",
      "CIFAR10 Test data shape (10000, 32, 32, 3)\n",
      "CIFAR10 Test label shape (10000, 1)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 70 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cifar10_data = CIFAR10Data()\n",
    "plot_cifar10(cifar10_data, 7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get stretch data\n",
    "x_train, y_train, x_test, y_test = cifar10_data.get_stretch_data(subtract_mean=True)\n",
    "# Subsample data for more efficient code execution\n",
    "num_training = 5000\n",
    "\n",
    "mask = list(range(num_training))\n",
    "x_small_train = x_train[mask]\n",
    "y_small_train = y_train[mask]\n",
    "\n",
    "num_test = 500\n",
    "mask = list(range(num_test))\n",
    "x_small_test = x_train[mask]\n",
    "y_small_test = y_test[mask]\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# SVM\n",
    "test a simple full connected svm classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "dense_3 (Dense)              (None, 10)                30730     \n",
      "=================================================================\n",
      "Total params: 30,730\n",
      "Trainable params: 30,730\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n",
      "Train on 49000 samples, validate on 1000 samples\n",
      "Epoch 1/6\n",
      "49000/49000 [==============================] - 4s 78us/step - loss: 151.3227 - acc: 0.1699 - val_loss: 68.7660 - val_acc: 0.2120\n",
      "Epoch 2/6\n",
      "49000/49000 [==============================] - 3s 65us/step - loss: 37.2988 - acc: 0.2362 - val_loss: 17.3857 - val_acc: 0.2660\n",
      "Epoch 3/6\n",
      "49000/49000 [==============================] - 3s 67us/step - loss: 9.7784 - acc: 0.2823 - val_loss: 4.9598 - val_acc: 0.3100\n",
      "Epoch 4/6\n",
      "49000/49000 [==============================] - 3s 68us/step - loss: 3.1230 - acc: 0.3113 - val_loss: 1.9587 - val_acc: 0.3470\n",
      "Epoch 5/6\n",
      "49000/49000 [==============================] - 3s 67us/step - loss: 1.5197 - acc: 0.3290 - val_loss: 1.2411 - val_acc: 0.3520\n",
      "Epoch 6/6\n",
      "49000/49000 [==============================] - 3s 67us/step - loss: 1.1434 - acc: 0.3296 - val_loss: 1.0768 - val_acc: 0.3640\n"
     ]
    }
   ],
   "source": [
    "# training \n",
    "from classifiers.linear_svm import svm\n",
    "from keras.optimizers import SGD\n",
    "\n",
    "num_classes = 10\n",
    "N, D = x_train.shape\n",
    "\n",
    "svm_model = svm(classes=num_classes, input_shape=(D, ), weight_decay=9e3)\n",
    "# svm_model.add(Dense(num_classes, \n",
    "#                     input_shape=(D,),\n",
    "#                     kernel_regularizer=keras.regularizers.l2(9e3),\n",
    "#                     # kernel_regularizer=None,\n",
    "#                     kernel_initializer=keras.initializers.random_normal(stddev=1e-3),\n",
    "#                     use_bias=False,\n",
    "#                     ))\n",
    "\n",
    "svm_model.compile(optimizer=SGD(lr=1.6e-7),\n",
    "                  loss=keras.losses.categorical_hinge,\n",
    "                  metrics=['accuracy'],\n",
    "                  )\n",
    "svm_model.summary()\n",
    "\n",
    "# TODO: svm loss not num_classes-1 when weight is set small\n",
    "# loss, acc = svm_model.train_on_batch(x_small_train, y_small_train)\n",
    "# print(loss, acc)\n",
    "# class LossHistory(keras.callbacks.Callback):\n",
    "# \n",
    "# \n",
    "#     def on_epoch_begin(self, batch, logs={}):\n",
    "#         lr = K.get_value(self.model.optimizer.lr)\n",
    "#         print('Ir:', lr)\n",
    "# \n",
    "\n",
    "history = svm_model.fit(x_train, y_train,\n",
    "                        epochs=6, batch_size=200,\n",
    "                        validation_split=0.02, shuffle=False,\n",
    "                        )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.plot(history.history['loss'])\n",
    "plt.plot(history.history['val_loss'])\n",
    "plt.xlabel('epoch')\n",
    "plt.ylabel('Loss value')\n",
    "plt.legend(['train', 'test'], loc='upper left')\n",
    "plt.show()\n",
    "\n",
    "plt.plot(history.history['acc'])\n",
    "plt.plot(history.history['val_acc'])\n",
    "plt.xlabel('epoch')\n",
    "plt.ylabel('acc value')\n",
    "plt.legend(['train', 'test'], loc='upper left')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10000/10000 [==============================] - 1s 92us/step\n",
      "evaluate loss:1.079230 acc:0.333600\n"
     ]
    }
   ],
   "source": [
    "# evalute SVM model\n",
    "loss, acc = svm_model.evaluate(x_test, y_test)\n",
    "print('evaluate loss:%f acc:%f' % (loss, acc))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
